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**73**.

## Article

Bell, Simon, Cornford, Dan and Bastin, Lucy
(2015).
How good are citizen weather stations? Addressing a biased opinion.
*Weather*, 70
(3),
pp. 75-84.

Vrettas, Michail D., Opper, Manfred and Cornford, Dan
(2015).
Variational mean-field algorithm for efficient inference in large systems of stochastic differential equations.
*Physical Review E*, 91
(1),

Pons, X., Sevillano, E., Moré, G., Serra, P., Cornford, D. and Ninyerola, M.
(2014).
Distribución espacial de la incertidumbre en mapas de cubiertas obtenidos mediante teledetección.
*Revista de teledeteccion*
(42),
pp. 1-10.

Boukouvalas, Alexis, Sykes, Pete, Cornford, Dan and Maruri-Aguilar, Hugo
(2014).
Bayesian precalibration of a large stochastic microsimulation model.
*IEEE Transactions on Intelligent Transportation Systems*, 15
(3),
pp. 1337-1347.

Boukouvalas, A., Cornford, D. and Stehlík, M.
(2014).
Optimal design for correlated processes with input-dependent noise.
*Computational Statistics and Data Analysis*, 71
,
pp. 1088-1102.

Bastin, Lucy, Cornford, Dan, Jones, Richard, Heuvelink, Gerard B.M., Pebesma, Edzer, Stasch, Christoph, Nativi, Stefano, Mazzetti, Paolo and Williams, Matthew
(2013).
Managing uncertainty in integrated environmental modelling:the UncertWeb framework.
*Environmental Modelling and Software*, 39
(Januar),
pp. 116-134.

Yang, Kevin, Blower, Jon, Bastin, Lucy, Lush, Victoria, Zabala, Alaitz, Masó, Joan, Cornford, Dan, Díaz, Paula and Lumsden, Jo
(2012).
An integrated view of data quality in earth observation.
*Philosophical Transactions A*, 371
(1983),

Jones, Richard, Cornford, Dan and Bastin, Lucy
(2012).
UncertWeb processing service:making models easer to access on the web.
*Transactions in GIS*, 16
(6),
pp. 921-939.

Wilkinson, Richard D., Vrettas, Michail, Cornford, Dan and Oakley, Jeremy E.
(2011).
Quantifying simulator discrepancy in discrete-time dynamical simulators.
*Journal of Agricultural, Biological, and Environmental Statistics*, 16
(4),
pp. 554-570.

Vrettas, Michail, Cornford, Dan and Opper, Manfred
(2011).
Estimating parameters in stochastic systems:a variational Bayesian approach.
*Physica D*, 240
(23),
1877–1900.

Williams, Matthew, Cornford, Dan, Bastin, Lucy, Jones, Richard and Parker, Stephen
(2011).
Automatic processing, quality assurance and serving of real-time weather data.
*Computers and Geosciences*, 37
(3),
pp. 353-362.

Shen, Yuan, Archambeau, Cédric, Cornford, Dan, Opper, Manfred, Shawe-Taylor, John and Barillec, Remi
(2010).
A comparison of variational and Markov chain Monte Carlo methods for inference in partially observed stochastic dynamic systems.
*Journal of Signal Processing Systems*, 61
(1),
pp. 51-59.

Vrettas, Michail D., Cornford, Dan, Opper, Manfred and Shen, Yuan
(2010).
A new variational radial basis function approximation for inference in multivariate diffusions.
*Neurocomputing*, 73
(7-9),
pp. 1186-1198.

Barillec, Remi and Cornford, Dan
(2009).
Data assimilation for precipitation nowcasting using Bayesian inference.
*Advances in Water Resources*, 32
(7),
pp. 1050-1065.

Ingram, Benjamin R., Cornford, Dan and Evans, David J.
(2008).
Fast algorithms for automatic mapping with space-limited covariance functions.
*Stochastic environmental research and risk assessment*, 22
(5),
pp. 661-670.

D'Alimonte, Davide and Cornford, Dan
(2008).
Outlier detection with partial information:Application to emergency mapping.
*Stochastic environmental research and risk assessment*, 22
(5),
pp. 613-620.

Archambeau, Cédric, Cornford, Dan, Opper, Manfred and Shawe-Taylor, John
(2007).
Gaussian process approximations of stochastic differential equations.
*Journal of Machine Learning Research*, 1
,
pp. 1-16.

Cornford, Dan, Csató, Lehel and Opper, Manfred
(2005).
Sequential, Bayesian geostatistics:a principled method for large data sets.
*Geographical Analysis*, 37
(2),
pp. 183-199.

Cornford, Dan, Csató, Lehel, Evans, David and Opper, Manfred
(2004).
Bayesian analysis of the scatterometer wind retrieval inverse problem:Some new approaches.
*Journal of the Royal Statistical Society: series B*, 66
(3),
pp. 609-626.

Cornford, Dan
(2004).
A Bayesian state space modelling approach to probabilistic quantitative precipitation forecasting.
*Journal of Hydrology*, 288
(1-2),
pp. 92-104.

Bullen, Robert, Cornford, Dan and Nabney, Ian T.
(2003).
Outlier detection in scatterometer data:Neural network approaches.
*Neural Networks*, 16
(3-4),
pp. 419-426.

Cornford, Dan, Nabney, Ian T. and Williams, Christopher K. I.
(2002).
Modelling frontal discontinuities in wind fields.
*Journal of Nonparametric Statistics*, 14
(1-2),
pp. 43-58.

Cornford, Dan, Nabney, Ian T. and Ramage, Guillaume
(2001).
Improved neural network scatterometer forward models.
*Journal of Geophysical Research*, 106
(C10),
pp. 22331-22338.

Nabney, Ian T., Cornford, Dan and Williams, Christopher K. I.
(2000).
Bayesian inference for wind field retrieval.
*Neurocomputing*, 30
(1-4),
pp. 3-11.

Evans, David J., Cornford, Dan and Nabney, Ian T.
(2000).
Structured neural network modelling of multi-valued functions for wind retrieval from scatterometer measurements.
*Neurocomputing*, 30
(1-4),
pp. 23-30.

Cornford, Dan, Ramage, Guillaume and Nabney, Ian T.
(2000).
A scatterometer neural network sensor model with input noise.
*Neurocomputing*, 30
(1),
pp. 13-21.

Cornford, Dan, Wright, W.A., Ramage, Guillaume and Nabney, Ian T.
(2000).
Neural network modelling with input uncertainty:theory and application.
*Journal of VLSI Signal Processing Systems for Signal Image and Video Technology*, 26
(1-2),
pp. 169-188.

Cornford, Dan, Nabney, Ian T. and Bishop, Christopher M.
(1999).
Neural network-based wind vector retrieval from satellite scatterometer data.
*Neural Computing and Applications*, 8
(3),
pp. 206-217.

Cornford, Dan, Nabney, Ian T. and Williams, Christopher K. I.
(1999).
Adding constrained discontinuities to Gaussian process models of wind fields.
*Advances in Neural Information Processing Systems*, 11
,
pp. 861-867.

## Book Section

Gupta, Tushar, Jones, Richard, Bastin, Lucy and Cornford, Dan
(2012).
*Integrating OpenMI and Uncertweb:managing uncertainty in OpenMI models.*
IN: International Environmental Modelling and Software Society (iEMSs) 2012 International Congress on Environmental Modelling and Software. Managing Resources of a Limited Planet: Pathways and Visions under Uncertainty, sixth biennial meeting, Leipzig, German.
Seppelt, Ralf; Voinov, Alexey A.; Lange, Susanne and Bankamp, Dagmar (eds)
Manno (CH): International Environmental Modelling and Software Society.

Ingram, Benjamin R., Cornford, Dan and Csató, Lehel
(2010).
*Robust automatic mapping algorithms in a network monitoring scenario.*
IN: geoENV VII – Geostatistics for Environmental Applications: proceedings of the seventh European Conference on Geostatistics for Environmental Applications.
Springer.

Jones, Richard, Bastin, Lucy, Cornford, Dan and Williams, Matthew
(2010).
*Handling and communicating uncertainty in chained geospatial web services.*
IN: UNSPECIFIED
Tate, Nicholas J. and Fisher, Peter F. (eds)
UNSPECIFIED.

Pebesma, Edzer, Cornford, Dan, Nativi, Stefano and Stasch, Christoph
(2010).
*The uncertainty enabled model web (UncertWeb).*
IN: Envip'2010 : Environmental Information Systems and Services - Infrastructures and Platforms.
Berre, Arne J.; Roman, Dumitru and Maué, Patrick (eds)
CEUR workshop proceedings
.
CEUR-WS.org.

Cornford, Dan, Schroeder, Martin and Nabney, Ian T.
(2009).
*Data visualisation and exploration with prior knowledge.*
IN: Engineering applications of neural networks.
Communications in computer and information science, 43 CCI
.
Beriln (DE): Springer.

Shen, Yuan, Cornford, Dan and Opper, Manfred
(2009).
*A basis function approach to Bayesian inference in diffusion processes.*
IN: IEEE/SP 15th Workshop on Statistical Signal Processing, 2009. SSP '09.
IEEE.

Williams, Matthew, Cornford, Dan, Bastin, Lucy and Ingram, Ben
(2008).
*Describing and communicating uncertainty within the semantic web.*
IN: Proceedings of the Fourth International Workshop on Uncertainty Reasoning for the Semantic Web.
Bobillo, Fernando; da Costa, Paulo C.G. and et al (eds)
CEUR Workshop Proceedings
.
CEUR-WS.org.

Pebesma, Edzer J., Dubois, Gregoire and Cornford, Dan
(2008).
*The challenge of real-time automatic mapping for environmental monitoring network management.*
IN: geoENV VI – Geostatistics for Environmental Applications Proceedings of the Sixth European Conference on Geostatistics for Environmental Applications.
Springer.

Williams, Matthew, Cornford, Dan, Bastin, Lucy and Ingram, Benjamin R.
(2008).
*Exchanging uncertainty: interoperable geostatistics?*
IN: geoENV VII – Geostatistics for Environmental Applications.
Springer.

Ingram, Benjamin R. and Cornford, Dan
(2008).
*Parallel geostatistics for sparse and dense datasets.*
IN: geoENV VII – Geostatistics for Environmental Applications.
Springer.

Archambeau, Cédric, Opper, Manfred, Shen, Yuan, Cornford, Dan and Shawe-Taylor, John
(2008).
*Variational inference for diffusion processes.*
IN: Annual Conference on Neural Information Processing Systems 2007.
Platt, J.C.; Koller, D.; Singer, Y. and Roweis, S. (eds)
Advances In Neural Information Processing Systems
.
Cambridge, MA (US): MIT.

Shen, Y., Archambeau, C., Cornford, D., Opper, M., Shawe-Taylor, J. and Barillec, R.
(2007).
*Evaluation of variational and Markov Chain Monte Carlo methods for inference in partially observed stochastic dynamic systems.*
IN: Machine Learning for Signal Processing 17 - Proceedings of the 2007 IEEE Signal Processing Society Workshop, MLSP.
IEEE.

Jones, A., Mantle, C. and Cornford, Dan
(2007).
*Data driven graphical applications:a fluid approach.*
IN: UK Theory and Practice of Computer Graphics 2007: Eurographics UK Chapter proceedings.
Eurographics Association.

Jones, Anthony and Cornford, Dan
(2007).
*Defining the Fluid framework.*
IN: IEEE International Conference on Information Reuse and Integration, 2007. IRI 2007.
UNSPECIFIED.

Reeves, Trevor, Cornford, Dan, Konecny, Michal and Ellis, Jeremy
(2006).
*Modeling geometric rules in object based models:an XML / GML approach.*
IN: Progress in Spatial Data Handling: 12th International Symposium on Spatial Data Handling.
Springer.

Jones, Anthony and Cornford, Dan
(2006).
*A flexible, extensible object oriented real-time near photorealistic visualization system:the system framework design.*
IN: Progress in Spatial Data Handling: 12th International Symposium on Spatial Data Handling.
Springer.

Csató, Lehel, Cornford, Dan and Opper, Manfred
(2001).
*Online approximations for wind-field models.*
IN: Artificial Neural Networks — ICANN 2001.
Lecture Notes in Computer Science, 2130
.
Springer.

## Monograph

Shen, Y., Cornford, D., Opper, M. and Archambeau, C.
(2010).
*Variational Markov Chain Monte Carlo for Bayesian smoothing of non-linear niffusions.*
Technical Report.
Aston University, Birmingham (UK).
(Unpublished)

Boukouvalas, Alexis, Cornford, Dan and Stehlik, Milan
(2009).
*Approximately optimal experimental design for heteroscedastic Gaussian process models.*
Technical Report.
Aston University, Birmingham.
(Unpublished)

Barillec, Remi, Boukouvalas, Alexis and Cornford, Dan
(2009).
*Emulation of dynamic computer models with multivariate output.*
Technical Report.
Aston University.
(Unpublished)

Schroeder, Martin, Nabney, Ian T. and Cornford, Dan
(2008).
*Block GTM: Incorporating prior knowledge of covariance structure in data visualisation.*
Technical Report.
Aston University, Birmingham.

Vrettas, Michail D., Shen, Yuan and Cornford, Dan
(2008).
*Derivations of variational gaussian process approximation framework.*
Technical Report.
Aston University, Birmingham.

Schroeder, Martin and Cornford, Dan
(2007).
*Data visualisation with missing data: A non-linear approach.*
Technical Report.
Aston University, Birmingham.

Boukouvalas, Alexis, Maniyar, Dharmesh M. and Cornford, Dan
(2007).
*Dimensionality reduction in complex models.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan, Nabney, Ian T. and Ramage, Guillaume
(2000).
*Improved multi-beam neural network scatterometer forward models.*
Technical Report.
Aston University, Birmingham, UK.

Cornford, Dan, Nabney, Ian T. and Bishop, Christopher M.
(1999).
*Neural network-based wind vector retrieval from satellite scatterometer data.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan, Nabney, Ian T., Williams, Christopher K. I., Kearns, Michael S., Solla, Sara A. and Cohn, David A.
(1998).
*Adding constrained discontinuities to Gaussian process models of wind fields.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan, Nabney, Ian T. and Williams, Christopher K. I.
(1998).
*Bayesian inference for wind field retrieval.*
Technical Report.
Aston University, Birmingham.

Evans, David J., Cornford, Dan and Nabney, Ian T.
(1998).
*Structured neural network modelling of multi-valued functions for wind retrieval from scatterometer measurements.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan, Ramage, Guillaume and Nabney, Ian T.
(1998).
*A scatterometer neural network sensor model with input noise.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan
(1998).
*Random field models and priors on wind.*
Technical Report.
Aston University, Birmingha.

Cornford, Dan
(1998).
*Flexible Gaussian process wind field models.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan and Nabney, Ian T.
(1998).
*NEUROSAT: an overview.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan
(1998).
*Non-zero mean Gaussian process prior wind field models.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan
(1997).
*Surface wind fields (on Earth).*
Technical Report.
Aston University, Birmingham, UK.
(Unpublished)

Cornford, Dan
(1997).
*Splines and vector splines.*
Technical Report.
Aston University, Aston Triangle, BIRMINGHAM, UK.

## Conference or Workshop Item

Boukouvalas, Alexios, Barillec, Remi and Cornford, Dan
(2012).
Gaussian process quantile regression using expectation propagation.
IN: *29th International Conference on Machine Learning*. 2012-06-26 - 2012-07-01.

Bastin, Lucy, Williams, Matthew, Gosling, John Paul, Truong, Phuong, Cornford, Dan, Heuvelink, Gerard and Achard, Frederic
(2011).
Web based expert elicitation of uncertainties in environmental model inputs.
IN: *European Geosciences Union General Assembly 2011*. 2011-04-03 - 2011-04-08.

Boukouvalas, Alexis, Cornford, Dan and Singer, Alexander
(2009).
Managing uncertainty in complex stochastic models: design and emulation of a Rabies model.
IN: *6th St. Petersburg Workshop on Simulation*. 2009-06-28 - 2009-07-04.

Ingham, Ben, Cornford, Dan and Barillec, Remi
(2009).
Projected sequential Gaussian processes: flexible interpolation for large data sets.
IN: *StatGIS 2009*. 2009-06-16 - 2009-06-18.

de Jesus, Jorge, Barillec, Remi, Dubois, Gregoire and Cornford, Dan
(2009).
A web processing service for validating interpolation.
IN: *StatGIS 2009*. 2009-06-16 - 2009-06-18.

Pebesma, Edzer, Dubois, Gregoire and Cornford, Dan
(2009).
Automated mapping of environmental variables from a SEIS or SISE perspective.
IN: *Towards Environment (Challenges of SEIS and SISE: Integrating Environmental Knowledge in Europe)*. 2009-03-25 - 2009-03-27.

Williams, Matthew, Cornford, Dan, Ingram, Benjamin R., Bastin, Lucy, Beaumont, Tony, Pebesma, Edzer and Dubois, Gregoire
(2007).
Supporting interoperable interpolation: the INTAMAP approach.
IN: *International Symposium on Environmental Software Systems*. 2007-05-22 - 2007-05-25.
(Unpublished)

Jones, Anthony and Cornford, Dan
(2006).
Advanced data driven visualisation for geo-spatial data.
IN: *International Conference on Computer Systems*. Reading (UK), 2007-05-28 - 2007-05-31.
(Unpublished)

**Thu Mar 21 00:58:53 2019 GMT**.